Overview

Dataset info

Number of variables47
Number of observations224868
Missing cells1761251 (16.7%)
Duplicate rows0 (0.0%)
Total size in memory92.3 MiB
Average record size in memory430.6 B

Variables types

Numeric17
Categorical15
Boolean2
Date0
URL0
Text (Unique)0
Rejected13
Unsupported0

Warnings

age_in_year has 4715 (2.1%) missing values Missing
avg_cash_deposit_90_days is highly skewed (γ1 = -94.07929124) Skewed
avg_cash_deposit_90_days has 200841 (89.3%) zeros Zeros
avg_last_10_days has 94127 (41.9%) zeros Zeros
avg_last_30_days is highly correlated with avg_last_10_days (ρ = 0.9983359321) Rejected
avg_last_90_days is highly correlated with avg_last_30_days (ρ = 0.9758176269) Rejected
avg_of_cash_wd_90_days is highly skewed (γ1 = 333.6228663) Skewed
avg_of_cash_wd_90_days has 203531 (90.5%) zeros Zeros
avg_of_dep_90_days is highly skewed (γ1 = -78.74361505) Skewed
avg_of_dep_90_days has 194845 (86.6%) zeros Zeros
avg_of_wd_90_days is highly skewed (γ1 = 79.56194195) Skewed
avg_of_wd_90_days has 199578 (88.8%) zeros Zeros
birthCountry has constant value "nan" Rejected
birthPlace has a high cardinality: 1001 distinct values Warning
birthPlace has 21842 (9.7%) missing values Missing
companyType has 110294 (49.0%) missing values Missing
creationDate only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
creationDate has a high cardinality: 7041 distinct values Warning
customerId is highly correlated with branchCode (ρ = 0.9550488158) Rejected
date_of_assessment has constant value "2019-01-24" Rejected
dateOfBirth has a high cardinality: 21458 distinct values Warning
dateOfBirth has 4715 (2.1%) missing values Missing
extraNationality has 223075 (99.2%) missing values Missing
fullaccount has a high cardinality: 220434 distinct values Warning
GENDER has 120511 (53.6%) missing values Missing
giinCode has 224856 (> 99.9%) missing values Missing
IsBlackListed has constant value "0" Rejected
lastUpdate has constant value "nan" Rejected
LEGAL_STA_CODE has 2616 (1.2%) missing values Missing
legal_Stat_desc has constant value "nan" Rejected
nationalityOriginal has a high cardinality: 68 distinct values Warning
nationalityOriginal has 3439 (1.5%) missing values Missing
number_of_cash_dep_90_days is highly skewed (γ1 = 90.82151456) Skewed
number_of_cash_dep_90_days has 200841 (89.3%) zeros Zeros
number_of_cash_wd_90_days has 203531 (90.5%) zeros Zeros
number_of_deposit_90_days is highly skewed (γ1 = 84.71319307) Skewed
number_of_deposit_90_days has 194594 (86.5%) zeros Zeros
number_of_wd_90_days is highly skewed (γ1 = 101.7646811) Skewed
number_of_wd_90_days has 199578 (88.8%) zeros Zeros
org_code has constant value "1" Rejected
profession has 145120 (64.5%) missing values Missing
rbaGradeAbrv is a recoding of rba_grade_descRejected
residentCountry has a high cardinality: 63 distinct values Warning
score_card_Desc has constant value "nan" Rejected
status has constant value "Active" Rejected
TYPE_OF_DEP is highly correlated with companyType (ρ = 1) Rejected

Variables

accountCurrency
Categorical

Distinct count20
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
JOD
214657
USD
 
8478
EUR
 
1079
Other values (17)
 
654
ValueCountFrequency (%) 
JOD 214657 95.5%
 
USD 8478 3.8%
 
EUR 1079 0.5%
 
GBP 254 0.1%
 
AED 93 < 0.1%
 
CAD 81 < 0.1%
 
SAR 60 < 0.1%
 
JPY 41 < 0.1%
 
CHF 40 < 0.1%
 
AUD 37 < 0.1%
 
Other values (10) 48 < 0.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

age_in_year
Numeric

Distinct count107
Unique (%)< 0.1%
Missing (%)2.1%
Missing (n)4715
Infinite (%)0.0%
Infinite (n)0
Mean41.31057492
Minimum1
Maximum119
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile13
Q131
Median41
Q352
95-th percentile69
Maximum119
Range118
Interquartile range21

Descriptive statistics

Standard deviation16.00053637
Coef of variation0.3873230137
Kurtosis0.1113895923
Mean41.31057492
MAD12.6437128
Skewness0.08737079223
Sum9094647
Variance256.0171643
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
36 6064 2.7%
 
38 6027 2.7%
 
40 5788 2.6%
 
39 5714 2.5%
 
35 5627 2.5%
 
46 5559 2.5%
 
41 5550 2.5%
 
37 5502 2.4%
 
34 5403 2.4%
 
42 5291 2.4%
 
Other values (96) 163628 72.8%
 

Minimum 5 values

ValueCountFrequency (%) 
1 103 < 0.1%
 
2 595 0.3%
 
3 591 0.3%
 
4 874 0.4%
 
5 1210 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
119 38 < 0.1%
 
114 2 < 0.1%
 
108 1 < 0.1%
 
104 5 < 0.1%
 
102 1 < 0.1%
 

avg_cash_deposit_90_days
Numeric

Distinct count5780
Unique (%)2.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1113.434979
Minimum-5482044
Maximum0
Zeros (%)89.3%
Mini histogram

Quantile statistics

Minimum-5482044
5-th percentile-850
Q10
Median0
Q30
95-th percentile0
Maximum0
Range5482044
Interquartile range0

Descriptive statistics

Standard deviation30280.83845
Coef of variation-27.19587493
Kurtosis11908.0351
Mean-1113.434979
MAD2086.347044
Skewness-94.07929124
Sum-250375896.9
Variance916929177
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-5.48204400e+06 -2.24105217e+06 -1.08367530e+06 -3.77083100e+05 -2.50389000e+05 ... -9.32000000e-01 -5.22500000e-01 -4.75000000e-01 -5.00000000e-04 0.00000000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 200841 89.3%
 
-100 1041 0.5%
 
-200 670 0.3%
 
-500 621 0.3%
 
-50 531 0.2%
 
-1000 490 0.2%
 
-150 464 0.2%
 
-300 436 0.2%
 
-400 342 0.2%
 
-250 308 0.1%
 
Other values (5770) 19124 8.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-5482044 1 < 0.1%
 
-4641216.669 1 < 0.1%
 
-4004270.821 1 < 0.1%
 
-3533451.9 1 < 0.1%
 
-3165633 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 200841 89.3%
 
-0.001 2 < 0.1%
 
-0.02 1 < 0.1%
 
-0.05 3 < 0.1%
 
-0.1 4 < 0.1%
 

avg_last_10_days
Numeric

Distinct count106519
Unique (%)47.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7832.261245
Minimum-179100500.8
Maximum153151400
Zeros (%)41.9%
Mini histogram

Quantile statistics

Minimum-179100500.8
5-th percentile-78270.104
Q10
Median0
Q3691.4525
95-th percentile50305.604
Maximum153151400
Range332251900.8
Interquartile range691.4525

Descriptive statistics

Standard deviation1325115.661
Coef of variation169.1868567
Kurtosis4953.298876
Mean7832.261245
MAD90644.59831
Skewness-4.697407425
Sum1761224922
Variance1.755931514e+12
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.79100501e+08 -7.79412152e+07 -4.19324655e+07 -1.64879331e+07 -9.05295000e+06 ... 8.20217770e+06 9.86326270e+06 1.76808098e+07 4.27230944e+07 1.53151400e+08], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 94127 41.9%
 
820 1207 0.5%
 
1640 375 0.2%
 
-15 335 0.1%
 
1230 234 0.1%
 
-6.98 168 0.1%
 
2460 137 0.1%
 
0.02 129 0.1%
 
82000 118 0.1%
 
4100 104 < 0.1%
 
Other values (106509) 127934 56.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-179100500.8 1 < 0.1%
 
-143593689.9 1 < 0.1%
 
-113023279 1 < 0.1%
 
-110699754 1 < 0.1%
 
-82000000 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
153151400 1 < 0.1%
 
130702934.6 1 < 0.1%
 
118818000 1 < 0.1%
 
84939437.7 1 < 0.1%
 
82000000 2 < 0.1%
 

avg_last_30_days
Highly correlated

This variable is highly correlated with avg_last_10_days and should be ignored for analysis

Correlation0.9983359321

avg_last_90_days
Highly correlated

This variable is highly correlated with avg_last_30_days and should be ignored for analysis

Correlation0.9758176269

avg_of_cash_wd_90_days
Numeric

Distinct count5348
Unique (%)2.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean476.3851137
Minimum0
Maximum8394000
Zeros (%)90.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile545.825
Maximum8394000
Range8394000
Interquartile range0

Descriptive statistics

Standard deviation20281.0986
Coef of variation42.57290587
Kurtosis132724.9647
Mean476.3851137
MAD885.0465992
Skewness333.6228663
Sum107123767.8
Variance411322960.6
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 1.85000000e-02 1.99800000e+00 2.04350000e+00 3.98850000e+00 ... 1.00055000e+05 1.55662000e+05 3.09250000e+05 1.07999547e+06 8.39400000e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 203531 90.5%
 
100 712 0.3%
 
200 411 0.2%
 
500 342 0.2%
 
300 336 0.1%
 
50 286 0.1%
 
2000 280 0.1%
 
1000 278 0.1%
 
150 230 0.1%
 
3000 207 0.1%
 
Other values (5338) 18255 8.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 203531 90.5%
 
0.037 1 < 0.1%
 
0.071 1 < 0.1%
 
0.112 1 < 0.1%
 
0.195 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8394000 1 < 0.1%
 
2985000 1 < 0.1%
 
1119817.655 1 < 0.1%
 
1040173.287 1 < 0.1%
 
1020664 1 < 0.1%
 

avg_of_dep_90_days
Numeric

Distinct count11215
Unique (%)5.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-3540.383152
Minimum-16543706.77
Maximum586729.082
Zeros (%)86.6%
Mini histogram

Quantile statistics

Minimum-16543706.77
5-th percentile-2075
Q10
Median0
Q30
95-th percentile0
Maximum586729.082
Range17130435.85
Interquartile range0

Descriptive statistics

Standard deviation91516.02462
Coef of variation-25.84918657
Kurtosis9162.069364
Mean-3540.383152
MAD6746.342994
Skewness-78.74361505
Sum-796118878.5
Variance8375182761
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.65437068e+07 -8.41250752e+06 -4.31191975e+06 -1.58909226e+06 -6.92039707e+05 ... 6.07500000e+03 1.55000000e+04 3.03000000e+04 1.07202639e+05 5.86729082e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 194845 86.6%
 
-100 996 0.4%
 
-200 655 0.3%
 
-500 598 0.3%
 
-1000 505 0.2%
 
-50 504 0.2%
 
-150 445 0.2%
 
-300 428 0.2%
 
-400 318 0.1%
 
-250 298 0.1%
 
Other values (11205) 25276 11.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-16543706.77 1 < 0.1%
 
-12032495 1 < 0.1%
 
-10583486.54 1 < 0.1%
 
-8625015.044 1 < 0.1%
 
-8200000 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
586729.082 1 < 0.1%
 
564593.312 1 < 0.1%
 
560849.635 1 < 0.1%
 
430291.9 1 < 0.1%
 
373275 1 < 0.1%
 

avg_of_wd_90_days
Numeric

Distinct count8674
Unique (%)3.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2450.95292
Minimum0
Maximum9942530
Zeros (%)88.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1100
Maximum9942530
Range9942530
Interquartile range0

Descriptive statistics

Standard deviation58198.17628
Coef of variation23.74512208
Kurtosis9278.41859
Mean2450.95292
MAD4630.209449
Skewness79.56194195
Sum551140881.2
Variance3387027723
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 1.85000000e-02 1.99800000e+00 2.04350000e+00 3.98850000e+00 ... 5.45995666e+05 1.21708498e+06 2.24984664e+06 5.13921186e+06 9.94253000e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 199578 88.8%
 
100 710 0.3%
 
200 395 0.2%
 
300 346 0.2%
 
500 342 0.2%
 
1000 287 0.1%
 
50 278 0.1%
 
2000 267 0.1%
 
150 237 0.1%
 
400 199 0.1%
 
Other values (8664) 22229 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 199578 88.8%
 
0.037 1 < 0.1%
 
0.071 1 < 0.1%
 
0.112 1 < 0.1%
 
0.2 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9942530 1 < 0.1%
 
8420374.105 1 < 0.1%
 
7815547.919 1 < 0.1%
 
5232300 1 < 0.1%
 
5046123.725 1 < 0.1%
 

birthCountry
Constant

This variable is constant and should be ignored for analysis

Constant valuenan

birthPlace
Categorical

Distinct count1001
Unique (%)0.4%
Missing (%)9.7%
Missing (n)21842
????
76312
?????
38740
??????
29904
Other values (997)
58070
(Missing)
21842
ValueCountFrequency (%) 
???? 76312 33.9%
 
????? 38740 17.2%
 
?????? 29904 13.3%
 
??????? 19465 8.7%
 
???????? 7690 3.4%
 
??? 4507 2.0%
 
???? ????? 1804 0.8%
 
??? ??? 1725 0.8%
 
?????? ??????? 1698 0.8%
 
??? ???? 1409 0.6%
 
Other values (990) 19772 8.8%
 
(Missing) 21842 9.7%
 
Max length20
Mean length5.474384973
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

branchCode
Numeric

Distinct count30
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean448.4513226
Minimum201
Maximum805
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum201
5-th percentile202
Q1208
Median401
Q3701
95-th percentile804
Maximum805
Range604
Interquartile range493

Descriptive statistics

Standard deviation228.1933076
Coef of variation0.5088474404
Kurtosis-1.407185063
Mean448.4513226
MAD204.2056879
Skewness0.3682172468
Sum100842352
Variance52072.18564
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[201. 201.5 202.5 204.5 205.5 ... 752.5 801.5 803.5 804.5 805. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
202 19684 8.8%
 
208 15974 7.1%
 
704 12882 5.7%
 
701 11332 5.0%
 
805 10428 4.6%
 
801 9262 4.1%
 
502 8870 3.9%
 
206 8598 3.8%
 
207 8458 3.8%
 
403 7673 3.4%
 
Other values (20) 111707 49.7%
 

Minimum 5 values

ValueCountFrequency (%) 
201 196 0.1%
 
202 19684 8.8%
 
203 5097 2.3%
 
204 5083 2.3%
 
205 6674 3.0%
 

Maximum 5 values

ValueCountFrequency (%) 
805 10428 4.6%
 
804 4525 2.0%
 
803 5494 2.4%
 
802 5782 2.6%
 
801 9262 4.1%
 

companyType
Numeric

Distinct count34
Unique (%)< 0.1%
Missing (%)49.0%
Missing (n)110294
Infinite (%)0.0%
Infinite (n)0
Mean49.85757676
Minimum1
Maximum100
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile37
Q151
Median51
Q351
95-th percentile54
Maximum100
Range99
Interquartile range0

Descriptive statistics

Standard deviation6.736114973
Coef of variation0.1351071474
Kurtosis30.90281903
Mean49.85757676
MAD2.847144843
Skewness-5.085653831
Sum5712382
Variance45.37524493
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%) 
51 89314 39.7%
 
54 10041 4.5%
 
52 6150 2.7%
 
37 3830 1.7%
 
35 1151 0.5%
 
53 1011 0.4%
 
1 955 0.4%
 
36 819 0.4%
 
15 419 0.2%
 
14 251 0.1%
 
Other values (23) 633 0.3%
 
(Missing) 110294 49.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1 955 0.4%
 
2 51 < 0.1%
 
3 10 < 0.1%
 
4 67 < 0.1%
 
5 47 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
100 22 < 0.1%
 
64 81 < 0.1%
 
61 2 < 0.1%
 
60 9 < 0.1%
 
58 45 < 0.1%
 

creationDate
Categorical

Distinct count7041
Unique (%)3.1%
Missing (%)0.0%
Missing (n)0
2013-11-20
 
1079
1994-05-18
 
951
2014-12-31
 
889
Other values (7038)
221949
ValueCountFrequency (%) 
2013-11-20 1079 0.5%
 
1994-05-18 951 0.4%
 
2014-12-31 889 0.4%
 
2010-07-28 714 0.3%
 
2016-08-04 600 0.3%
 
2015-01-27 459 0.2%
 
2010-05-31 447 0.2%
 
2015-05-11 389 0.2%
 
2013-06-02 383 0.2%
 
2013-10-08 371 0.2%
 
Other values (7031) 218586 97.2%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CUS_CLASS
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.765231158
Minimum0
Maximum51
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median2
Q32
95-th percentile15
Maximum51
Range51
Interquartile range0

Descriptive statistics

Standard deviation4.305014643
Coef of variation1.143359986
Kurtosis3.45730294
Mean3.765231158
MAD2.851769326
Skewness2.206600277
Sum846680
Variance18.53315108
Memory size3.4 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 158856 70.6%
 
15 28020 12.5%
 
4 20526 9.1%
 
1 10740 4.8%
 
3 4605 2.0%
 
0 1858 0.8%
 
6 228 0.1%
 
5 22 < 0.1%
 
51 10 < 0.1%
 
7 3 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1858 0.8%
 
1 10740 4.8%
 
2 158856 70.6%
 
3 4605 2.0%
 
4 20526 9.1%
 

Maximum 5 values

ValueCountFrequency (%) 
51 10 < 0.1%
 
15 28020 12.5%
 
7 3 < 0.1%
 
6 228 0.1%
 
5 22 < 0.1%
 

customerId
Highly correlated

This variable is highly correlated with branchCode and should be ignored for analysis

Correlation0.9550488158

customerType
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
199139
2
 
25729
ValueCountFrequency (%) 
1 199139 88.6%
 
2 25729 11.4%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

date_of_assessment
Constant

This variable is constant and should be ignored for analysis

Constant value2019-01-24

dateOfBirth
Categorical

Distinct count21458
Unique (%)9.5%
Missing (%)2.1%
Missing (n)4715
1992-07-22
 
1035
1994-05-16
 
944
1996-06-15
 
727
Other values (21454)
217447
(Missing)
 
4715
ValueCountFrequency (%) 
1992-07-22 1035 0.5%
 
1994-05-16 944 0.4%
 
1996-06-15 727 0.3%
 
1973-06-13 710 0.3%
 
1946-01-01 541 0.2%
 
1944-01-01 530 0.2%
 
1943-01-01 528 0.2%
 
1947-01-01 502 0.2%
 
1948-01-01 469 0.2%
 
1949-01-01 451 0.2%
 
Other values (21447) 213716 95.0%
 
(Missing) 4715 2.1%
 
Max length10
Mean length9.853225003
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ECO_SEC
Numeric

Distinct count206
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean89.38863244
Minimum0
Maximum392
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile46
Q190
Median90
Q390
95-th percentile90
Maximum392
Range392
Interquartile range0

Descriptive statistics

Standard deviation29.4068492
Coef of variation0.3289775041
Kurtosis36.24076031
Mean89.38863244
MAD7.905656937
Skewness4.685560299
Sum20100643
Variance864.7627799
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3.5 6.5 7.5 ... 379.5 382. 383.5 384.5 392. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
90 199270 88.6%
 
99 1718 0.8%
 
51 1583 0.7%
 
42 1527 0.7%
 
40 1492 0.7%
 
43 1135 0.5%
 
30 1115 0.5%
 
289 1109 0.5%
 
17 1055 0.5%
 
62 983 0.4%
 
Other values (196) 13881 6.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 237 0.1%
 
1 288 0.1%
 
2 481 0.2%
 
5 98 < 0.1%
 
6 45 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
392 2 < 0.1%
 
386 2 < 0.1%
 
385 4 < 0.1%
 
384 29 < 0.1%
 
383 7 < 0.1%
 

extraNationality
Categorical

Distinct count36
Unique (%)< 0.1%
Missing (%)99.2%
Missing (n)223075
US
 
1028
XK
 
435
CA
 
45
Other values (32)
 
285
(Missing)
223075
ValueCountFrequency (%) 
US 1028 0.5%
 
XK 435 0.2%
 
CA 45 < 0.1%
 
GB 42 < 0.1%
 
JO 34 < 0.1%
 
CO 20 < 0.1%
 
AU 17 < 0.1%
 
FR 15 < 0.1%
 
BA 15 < 0.1%
 
IQ 14 < 0.1%
 
Other values (25) 128 0.1%
 
(Missing) 223075 99.2%
 
Max length3
Mean length2.992026433
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

fullaccount
Categorical

Distinct count220434
Unique (%)98.0%
Missing (%)0.0%
Missing (n)0
020902507770010010000
 
26
020301298000011306000
 
23
020301298000011930000
 
23
Other values (220431)
224796
ValueCountFrequency (%) 
020902507770010010000 26 < 0.1%
 
020301298000011306000 23 < 0.1%
 
020301298000011930000 23 < 0.1%
 
020301298000011930001 23 < 0.1%
 
020301298000012969000 23 < 0.1%
 
020301298000012957000 23 < 0.1%
 
020301298000011316000 23 < 0.1%
 
020200616090010010000 20 < 0.1%
 
020902501410010010000 19 < 0.1%
 
080102501410010010000 19 < 0.1%
 
Other values (220424) 224646 99.9%
 
Max length21
Mean length21
Min length21
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

GENDER
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)53.6%
Missing (n)120511
1
78166
2
26191
(Missing)
120511
ValueCountFrequency (%) 
1 78166 34.8%
 
2 26191 11.6%
 
(Missing) 120511 53.6%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

giinCode
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)> 99.9%
Missing (n)224856
ZLVK2E.99999.SL.400
 
12
(Missing)
224856
ValueCountFrequency (%) 
ZLVK2E.99999.SL.400 12 < 0.1%
 
(Missing) 224856 > 99.9%
 
Max length19
Mean length3.000853834
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

IsBlackListed
Constant

This variable is constant and should be ignored for analysis

Constant value0

jointAccount
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
219999
1
 
4869
ValueCountFrequency (%) 
0 219999 97.8%
 
1 4869 2.2%
 

lastUpdate
Constant

This variable is constant and should be ignored for analysis

Constant valuenan

ledgerCode
Numeric

Distinct count227
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1059.328757
Minimum10
Maximum8700
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile10
Q120
Median1302
Q31396
95-th percentile3305
Maximum8700
Range8690
Interquartile range1376

Descriptive statistics

Standard deviation1280.875258
Coef of variation1.20913857
Kurtosis1.715218149
Mean1059.328757
MAD1016.407641
Skewness1.372232762
Sum238209139
Variance1640641.428
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 10. 11.5 16.5 25. 36. ... 5405.5 5410.5 5485.5 5560.5 8700. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 49473 22.0%
 
60 45284 20.1%
 
1355 16839 7.5%
 
1389 9480 4.2%
 
20 9218 4.1%
 
1318 8565 3.8%
 
1344 7453 3.3%
 
1406 7140 3.2%
 
1924 7133 3.2%
 
2951 5783 2.6%
 
Other values (217) 58500 26.0%
 

Minimum 5 values

ValueCountFrequency (%) 
10 49473 22.0%
 
13 2 < 0.1%
 
20 9218 4.1%
 
30 68 < 0.1%
 
42 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8700 1 < 0.1%
 
8245 5 < 0.1%
 
8212 2 < 0.1%
 
8208 3 < 0.1%
 
5817 5 < 0.1%
 

LEGAL_STA_CODE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)1.2%
Missing (n)2616
1
191848
2
 
18828
3
 
10536
(Missing)
 
2616
ValueCountFrequency (%) 
1 191848 85.3%
 
2 18828 8.4%
 
3 10536 4.7%
 
4 1040 0.5%
 
(Missing) 2616 1.2%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

legal_Stat_desc
Constant

This variable is constant and should be ignored for analysis

Constant valuenan

nationalityOriginal
Categorical

Distinct count68
Unique (%)< 0.1%
Missing (%)1.5%
Missing (n)3439
JO
213141
IQ
 
3206
EG
 
1349
Other values (64)
 
3733
(Missing)
 
3439
ValueCountFrequency (%) 
JO 213141 94.8%
 
IQ 3206 1.4%
 
EG 1349 0.6%
 
SY 1215 0.5%
 
LY 433 0.2%
 
US 243 0.1%
 
PK 223 0.1%
 
SA 178 0.1%
 
CA 160 0.1%
 
PH 134 0.1%
 
Other values (57) 1147 0.5%
 
(Missing) 3439 1.5%
 
Max length3
Mean length2.015293417
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

number_of_cash_dep_90_days
Numeric

Distinct count151
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.491421634
Minimum0
Maximum1267
Zeros (%)89.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum1267
Range1267
Interquartile range0

Descriptive statistics

Standard deviation5.335239771
Coef of variation10.85674582
Kurtosis16551.90974
Mean0.491421634
MAD0.8778271021
Skewness90.82151456
Sum110505
Variance28.46478342
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 7.550e+01 1.135e+02 2.455e+02 3.910e+02 1.267e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 200841 89.3%
 
1 10433 4.6%
 
2 4411 2.0%
 
3 3088 1.4%
 
4 1757 0.8%
 
5 922 0.4%
 
6 579 0.3%
 
7 377 0.2%
 
8 311 0.1%
 
9 247 0.1%
 
Other values (141) 1902 0.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 200841 89.3%
 
1 10433 4.6%
 
2 4411 2.0%
 
3 3088 1.4%
 
4 1757 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
1267 1 < 0.1%
 
655 1 < 0.1%
 
583 1 < 0.1%
 
396 1 < 0.1%
 
386 1 < 0.1%
 

number_of_cash_wd_90_days
Numeric

Distinct count45
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2543047477
Minimum0
Maximum78
Zeros (%)90.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum78
Range78
Interquartile range0

Descriptive statistics

Standard deviation1.175585697
Coef of variation4.622743804
Kurtosis384.2512853
Mean0.2543047477
MAD0.4603491791
Skewness12.87228251
Sum57185
Variance1.38200173
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=45)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 11.5 13.5 17.5 28.5 78. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 203531 90.5%
 
1 9376 4.2%
 
2 3693 1.6%
 
3 3163 1.4%
 
4 2283 1.0%
 
5 913 0.4%
 
6 561 0.2%
 
7 492 0.2%
 
8 256 0.1%
 
9 141 0.1%
 
Other values (35) 459 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 203531 90.5%
 
1 9376 4.2%
 
2 3693 1.6%
 
3 3163 1.4%
 
4 2283 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
78 1 < 0.1%
 
65 1 < 0.1%
 
58 2 < 0.1%
 
56 1 < 0.1%
 
55 1 < 0.1%
 

number_of_deposit_90_days
Numeric

Distinct count293
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.13143711
Minimum0
Maximum3292
Zeros (%)86.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile3
Maximum3292
Range3292
Interquartile range0

Descriptive statistics

Standard deviation19.71373929
Coef of variation17.42362798
Kurtosis10076.0644
Mean1.13143711
MAD1.97102631
Skewness84.71319307
Sum254424
Variance388.6315166
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 3.6950e+02 3.7150e+02 6.0900e+02 1.1515e+03 3.2920e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 194594 86.5%
 
1 10952 4.9%
 
2 5039 2.2%
 
3 4298 1.9%
 
4 2774 1.2%
 
5 1416 0.6%
 
6 917 0.4%
 
7 617 0.3%
 
8 411 0.2%
 
9 375 0.2%
 
Other values (283) 3475 1.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 194594 86.5%
 
1 10952 4.9%
 
2 5039 2.2%
 
3 4298 1.9%
 
4 2774 1.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3292 1 < 0.1%
 
2941 1 < 0.1%
 
2533 1 < 0.1%
 
2185 1 < 0.1%
 
2061 1 < 0.1%
 

number_of_wd_90_days
Numeric

Distinct count259
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8685184197
Minimum0
Maximum2858
Zeros (%)88.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile3
Maximum2858
Range2858
Interquartile range0

Descriptive statistics

Standard deviation12.37399226
Coef of variation14.24724218
Kurtosis18163.54561
Mean0.8685184197
MAD1.541679289
Skewness101.7646811
Sum195302
Variance153.1156845
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 1.475e+02 2.500e+02 4.405e+02 8.395e+02 2.858e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 199578 88.8%
 
1 9224 4.1%
 
2 3837 1.7%
 
3 3455 1.5%
 
4 2537 1.1%
 
5 1122 0.5%
 
6 774 0.3%
 
7 657 0.3%
 
8 425 0.2%
 
9 280 0.1%
 
Other values (249) 2979 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 199578 88.8%
 
1 9224 4.1%
 
2 3837 1.7%
 
3 3455 1.5%
 
4 2537 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2858 1 < 0.1%
 
2135 1 < 0.1%
 
1398 1 < 0.1%
 
1043 1 < 0.1%
 
882 1 < 0.1%
 

onboarding
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
219791
Y
 
5077
ValueCountFrequency (%) 
N 219791 97.7%
 
Y 5077 2.3%
 

org_code
Constant

This variable is constant and should be ignored for analysis

Constant value1

profession
Numeric

Distinct count33
Unique (%)< 0.1%
Missing (%)64.5%
Missing (n)145120
Infinite (%)0.0%
Infinite (n)0
Mean18.30948739
Minimum1
Maximum39
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile3
Q120
Median20
Q321
95-th percentile25
Maximum39
Range38
Interquartile range1

Descriptive statistics

Standard deviation6.586480584
Coef of variation0.3597304744
Kurtosis0.9163871085
Mean18.30948739
MAD4.875689433
Skewness-1.329862885
Sum1460145
Variance43.38172648
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=33)
ValueCountFrequency (%) 
20 30334 13.5%
 
21 13155 5.9%
 
25 6987 3.1%
 
23 4571 2.0%
 
10 4100 1.8%
 
3 3468 1.5%
 
17 2919 1.3%
 
2 2078 0.9%
 
26 1708 0.8%
 
15 1620 0.7%
 
Other values (22) 8808 3.9%
 
(Missing) 145120 64.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1278 0.6%
 
2 2078 0.9%
 
3 3468 1.5%
 
4 674 0.3%
 
5 658 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
39 2 < 0.1%
 
33 17 < 0.1%
 
31 3 < 0.1%
 
29 967 0.4%
 
28 125 0.1%
 

rba_grade_desc
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Low
159680
Medium
65099
High
 
89
ValueCountFrequency (%) 
Low 159680 71.0%
 
Medium 65099 28.9%
 
High 89 < 0.1%
 
Max length6
Mean length3.868891972
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

rbaGradeAbrv
Recoded

This variable is a recoding of rba_grade_desc and should be ignored for analysis

rbaValue
Numeric

Distinct count692
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean17.62419353
Minimum4.08
Maximum100
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4.08
5-th percentile5.33
Q113.33
Median16.53
Q321.33
95-th percentile32.29
Maximum100
Range95.92
Interquartile range8

Descriptive statistics

Standard deviation8.368345407
Coef of variation0.474821466
Kurtosis4.01123456
Mean17.62419353
MAD5.958462163
Skewness1.379485406
Sum3963117.15
Variance70.02920484
Memory size13.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 4.08 4.705 5.415 5.59 5.955 ... 62.475 63.65 65.025 66.55 100. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
16.53 29341 13.0%
 
14.53 25608 11.4%
 
5.33 10844 4.8%
 
7.33 9787 4.4%
 
15.28 7648 3.4%
 
5.5 6783 3.0%
 
13.28 6283 2.8%
 
26.13 5865 2.6%
 
10.5 5544 2.5%
 
21.33 4885 2.2%
 
Other values (682) 112280 49.9%
 

Minimum 5 values

ValueCountFrequency (%) 
4.08 719 0.3%
 
5.33 10844 4.8%
 
5.5 6783 3.0%
 
5.68 12 < 0.1%
 
5.83 24 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
100 1 < 0.1%
 
82.5 2 < 0.1%
 
70 2 < 0.1%
 
67.5 2 < 0.1%
 
65.6 82 < 0.1%
 

residentCountry
Categorical

Distinct count63
Unique (%)< 0.1%
Missing (%)0.3%
Missing (n)596
JO
219253
OM
 
985
IQ
 
981
Other values (59)
 
3053
ValueCountFrequency (%) 
JO 219253 97.5%
 
OM 985 0.4%
 
IQ 981 0.4%
 
SA 657 0.3%
 
US 358 0.2%
 
AE 313 0.1%
 
SY 264 0.1%
 
LY 207 0.1%
 
QA 173 0.1%
 
KW 150 0.1%
 
Other values (52) 931 0.4%
 
(Missing) 596 0.3%
 
Max length3
Mean length2.002650444
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

residentStatus
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
220096
2
 
4772
ValueCountFrequency (%) 
1 220096 97.9%
 
2 4772 2.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

score_card
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
I-Existing
178495
E-Existing
 
25114
I-New
 
20649
ValueCountFrequency (%) 
I-Existing 178495 79.4%
 
E-Existing 25114 11.2%
 
I-New 20649 9.2%
 
E-NEW 610 0.3%
 
Max length10
Mean length9.527300461
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

score_card_Desc
Constant

This variable is constant and should be ignored for analysis

Constant valuenan

status
Constant

This variable is constant and should be ignored for analysis

Constant valueActive

TYPE_OF_DEP
Highly correlated

This variable is highly correlated with companyType and should be ignored for analysis

Correlation1

Correlations

Missing values

Sample

First rows

accountCurrencyage_in_yearavg_cash_deposit_90_daysavg_last_10_daysavg_last_30_daysavg_last_90_daysavg_of_cash_wd_90_daysavg_of_dep_90_daysavg_of_wd_90_daysbirthCountrybirthPlacebranchCodecompanyTypecreationDateCUS_CLASScustomerIdcustomerTypedate_of_assessmentdateOfBirthECO_SECextraNationalityfullaccountGENDERgiinCodeIsBlackListedjointAccountlastUpdateledgerCodeLEGAL_STA_CODElegal_Stat_descnationalityOriginalnumber_of_cash_dep_90_daysnumber_of_cash_wd_90_daysnumber_of_deposit_90_daysnumber_of_wd_90_daysonboardingorg_codeprofessionrba_grade_descrbaGradeAbrvrbaValueresidentCountryresidentStatusscore_cardscore_card_DescstatusTYPE_OF_DEP
0JODNaN0.08610000.002170000.0023333.330.00.00.0NaNNaN20135.02015-04-0542010040055000007222019-01-24NaN46NaN020100400550015817000NaNNaN00NaN58172.0NaNJO0000N1NaNLowL13.20JO1E-ExistingNaNActive35
1JOD30.00.00.000.000.000.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113300002.0NaN00NaN13301.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
2JOD30.00.0-137562.72-34672.52-369.810.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113890022.0NaN00NaN13891.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
3JOD30.0-550.02079.79526.876.6850.0-550.050.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600100600002.0NaN00NaN601.0NaNJO4141N127.0LowL16.93JO1I-ExistingNaNActive23
4JOD30.0-540.0444.00120.500.9556.0-540.056.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600100100002.0NaN00NaN101.0NaNJO4141N127.0LowL16.93JO1I-ExistingNaNActive23
5JOD30.00.00.000.000.000.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113550032.0NaN00NaN13551.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
6JOD30.00.00.000.000.000.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113550022.0NaN00NaN13551.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
7JOD30.00.024.606.200.070.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600132840002.0NaN00NaN32841.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
8JOD30.00.00.000.000.000.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113890002.0NaN00NaN13891.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23
9JOD30.00.00.000.000.000.00.00.0NaN????202NaN2013-09-1722020020786000063812019-01-241989-06-3090NaN0202002078600113890012.0NaN00NaN13891.0NaNJO0000N127.0LowL16.93JO1I-ExistingNaNActive23

Last rows

accountCurrencyage_in_yearavg_cash_deposit_90_daysavg_last_10_daysavg_last_30_daysavg_last_90_daysavg_of_cash_wd_90_daysavg_of_dep_90_daysavg_of_wd_90_daysbirthCountrybirthPlacebranchCodecompanyTypecreationDateCUS_CLASScustomerIdcustomerTypedate_of_assessmentdateOfBirthECO_SECextraNationalityfullaccountGENDERgiinCodeIsBlackListedjointAccountlastUpdateledgerCodeLEGAL_STA_CODElegal_Stat_descnationalityOriginalnumber_of_cash_dep_90_daysnumber_of_cash_wd_90_daysnumber_of_deposit_90_daysnumber_of_wd_90_daysonboardingorg_codeprofessionrba_grade_descrbaGradeAbrvrbaValueresidentCountryresidentStatusscore_cardscore_card_DescstatusTYPE_OF_DEP
224858JOD29.00.0-223.53-63.850.000.00.00.0NaN??????403NaN2018-05-1524030089447000998912019-01-241990-05-1590NaN0403008944700114060101.0NaN00NaN14061.0NaNJO0000N125.0LowL10.50JO1I-NewNaNActive20
224859USD24.0-3000.01870.18616.170.010.0-3000.00.0NaN??????404NaN2018-10-1714040097635000384812019-01-241995-08-1090NaN0404009763500200600001.0NaN00NaN601.0NaNEG1010Y122.0MediumM25.00JO1I-NewNaNActive20
224860JOD24.0-500.013760.543489.7239.750.0-500.00.0NaN?????701NaN2016-02-25157010046997000361512019-01-241995-02-2590NaN070100469970010060000NaNNaN00NaN601.0NaNJO3030N1NaNLowL19.73JO1I-ExistingNaNActive20
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